Just wrote a short post discussing whether you need a Golden Dataset for LLM evaluation. Let me know if you have any feedback/thoughts! https://medium.com/relari/how-important-is-a-golden-dataset-for-llm-pipeline-evaluation-4ef6deb14dc5